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diff --git a/_sources/tutorials/python_tutorial.ipynb b/_sources/tutorials/python_tutorial.ipynb
diff --git a/examples/ANOVA.html b/examples/ANOVA.html
@@ -704,10 +704,10 @@ <h2>Equivalence between ANOVA and OLS<a class="headerlink" href="#equivalence-be
   <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   62.07</td>
 </tr>
 <tr>
-  <th>Date:</th>             <td>Sun, 19 May 2024</td> <th>  Prob (F-statistic):</th> <td>1.11e-25</td>
+  <th>Date:</th>             <td>Tue, 21 May 2024</td> <th>  Prob (F-statistic):</th> <td>1.11e-25</td>
 </tr>
 <tr>
-  <th>Time:</th>                 <td>17:00:37</td>     <th>  Log-Likelihood:    </th> <td> -139.86</td>
+  <th>Time:</th>                 <td>13:13:54</td>     <th>  Log-Likelihood:    </th> <td> -139.86</td>
 </tr>
 <tr>
   <th>No. Observations:</th>      <td>   100</td>      <th>  AIC:               </th> <td>   289.7</td>

diff --git a/examples/Mann-Whitney_U-test.html b/examples/Mann-Whitney_U-test.html
@@ -717,7 +717,7 @@ <h3>Example 1<a class="headerlink" href="#example-1" title="Permalink to this he
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;group&#39;, ylabel=&#39;score&#39;&gt;
 </pre></div>
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-<img alt="../_images/b0bc07500a3dbab532eb8a24e49631d95c697f2332036c99f126266c9ec03e8b.png" src="../_images/b0bc07500a3dbab532eb8a24e49631d95c697f2332036c99f126266c9ec03e8b.png" />
+<img alt="../_images/2608a57d220a1b64af6e78abe54d1692c3c06209151e2ab254a6bae0427e0f1c.png" src="../_images/2608a57d220a1b64af6e78abe54d1692c3c06209151e2ab254a6bae0427e0f1c.png" />
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diff --git a/exercises/exercises_21_discrete_RVs.html b/exercises/exercises_21_discrete_RVs.html
@@ -1173,7 +1173,7 @@ <h3>E2.16<a class="headerlink" href="#e2-16" title="Permalink to this heading">#
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([31, 39, 29, 39, 45, 35, 47, 36, 40, 39])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([39, 45, 41, 27, 36, 36, 41, 36, 42, 46])
 </pre></div>
 </div>
 </div>

diff --git a/exercises/exercises_35_two_sample_tests.html b/exercises/exercises_35_two_sample_tests.html
@@ -591,7 +591,7 @@ <h3>E1. Permutation test for the sleep score sin the doctors<a class="headerlink
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0525
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0532
 </pre></div>
 </div>
 </div>
@@ -605,7 +605,7 @@ <h3>E1. Permutation test for the sleep score sin the doctors<a class="headerlink
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.05299470052994701
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.04989501049895011
 </pre></div>
 </div>
 </div>

diff --git a/exercises/problems_1_data.html b/exercises/problems_1_data.html
@@ -578,7 +578,7 @@ <h2>Problem {prob:bar-chart_score-vs-curriculum}<a class="headerlink" href="#pro
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;curriculum&#39;, ylabel=&#39;score&#39;&gt;
 </pre></div>
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-<img alt="../_images/612cfa22ccaf171164bc190069f7671c5a33c3c17bef358adeae245248afe0f0.png" src="../_images/612cfa22ccaf171164bc190069f7671c5a33c3c17bef358adeae245248afe0f0.png" />
+<img alt="../_images/a781fcceced22e0b1702fc3352fafb7ed67c52eee26539c7ca840e0730f283de.png" src="../_images/a781fcceced22e0b1702fc3352fafb7ed67c52eee26539c7ca840e0730f283de.png" />
 </div>
 </div>
 </section>

diff --git a/exercises/solutions/exercises_31_estimtors.html b/exercises/solutions/exercises_31_estimtors.html
@@ -751,7 +751,7 @@ <h3>Exercise 3.4<a class="headerlink" href="#exercise-3-4" title="Permalink to t
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: ylabel=&#39;Count&#39;&gt;
 </pre></div>
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-<img alt="../../_images/5402132e6426986be8fe523c42ecbe8d29f8c0e21fc6155e1ee791f6d9453845.png" src="../../_images/5402132e6426986be8fe523c42ecbe8d29f8c0e21fc6155e1ee791f6d9453845.png" />
+<img alt="../../_images/8250ce612481271f3b398aaeb4fa29bec45280376e2bf2ed91be17c36832a5a2.png" src="../../_images/8250ce612481271f3b398aaeb4fa29bec45280376e2bf2ed91be17c36832a5a2.png" />
 </div>
 </div>
 </section>
@@ -797,7 +797,7 @@ <h3>Exercise 3.5<a class="headerlink" href="#exercise-3-5" title="Permalink to t
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;x&#39;, ylabel=&#39;$f_{X}$&#39;&gt;
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-<img alt="../../_images/b55b33ba37f4714f95af1875499861d4e18be071be4175f27aff43a75d13c11f.png" src="../../_images/b55b33ba37f4714f95af1875499861d4e18be071be4175f27aff43a75d13c11f.png" />
+<img alt="../../_images/b9afdff6645e3675bdc9c64da3a93dd85f082d71c48825fd7cef3105d4d64706.png" src="../../_images/b9afdff6645e3675bdc9c64da3a93dd85f082d71c48825fd7cef3105d4d64706.png" />
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@@ -820,7 +820,7 @@ <h3>Exercise 3.5<a class="headerlink" href="#exercise-3-5" title="Permalink to t
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;Axes: xlabel=&#39;x&#39;, ylabel=&#39;$f_{X}$&#39;&gt;
 </pre></div>
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diff --git a/notebooks/11_intro_to_data.html b/notebooks/11_intro_to_data.html
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diff --git a/notebooks/12_data_in_practice.html b/notebooks/12_data_in_practice.html
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 </div>
 <section id="average-volume-of-the-sample-from-batch-01">
@@ -2784,7 +2784,7 @@ <h3>Doctors’ sleep study<a class="headerlink" href="#doctors-sleep-study" titl
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 </div>
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 <section id="average-sleep-scores-for-doctors-in-different-locations">
@@ -2951,7 +2951,7 @@ <h3>Website visitors<a class="headerlink" href="#website-visitors" title="Permal
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 </div>
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 <p>The black lines represent the estimates of the uncertainty of the true conversion rates

diff --git a/notebooks/13_descriptive_statistics.html b/notebooks/13_descriptive_statistics.html
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